Illustrative manufacturing data diagnostics covering month-end variance reconciliation, quality hold disposition, and capacity planning. Each scenario shows where governance gaps add days to critical processes—and what changed without replacing systems.
Illustrative scenarios—not client case studies. Each is drawn from patterns that appear across discrete, process, and asset-intensive manufacturers. Time savings is the recurring outcome. For the governance framework, see Manufacturing Data Strategy.
These diagnostics are relevant for manufacturers where:
The specifics vary, but the pattern is consistent: the data exists, it is ungoverned, and the cost shows up as time.
Ownership assignments, standardised definitions, documented handoffs, prioritised roadmap. No systems replaced.
Define the authoritative record first. When MES and ERP disagree, which is correct? Define before integrating.
Assign ownership at handoffs. MES-ERP, quality-production, maintenance-planning—each needs a named owner. Otherwise data falls between functions.
Document the process. If reconciliation or investigation logic lives in one person’s head, it cannot be replicated or audited.
Standardise definitions. Scrap, yield, utilisation—when two systems calculate differently, decisions get conflicting inputs. Agree one definition.
Fix governance before buying technology. In each scenario, the instinct was a new system. The bottleneck was governance. New systems inherit the same gaps.